{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "536b3b70",
   "metadata": {},
   "outputs": [],
   "source": [
    "supress_warnings = True\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import (MultipleLocator, AutoMinorLocator) # control of axes ticks\n",
    "cmap = plt.cm.inferno                                       # default color bar, no bias and friendly for color vision defeciency\n",
    "plt.rc('axes', axisbelow=True)                              # grid behind plotting elements\n",
    "seed = 73073                                                # random number seed\n",
    "if supress_warnings == True:\n",
    "    import warnings                                         # supress any warnings for this demonstration\n",
    "    warnings.filterwarnings('ignore')  \n",
    "cmap = plt.cm.inferno"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a00f3363",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "id": "cc6621a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "def add_grid():\n",
    "    plt.gca().grid(True, which='major',linewidth = 1.0); plt.gca().grid(True, which='minor',linewidth = 0.2) # add y grids\n",
    "    plt.gca().tick_params(which='major',length=7); plt.gca().tick_params(which='minor', length=4)\n",
    "    plt.gca().xaxis.set_minor_locator(AutoMinorLocator()); plt.gca().yaxis.set_minor_locator(AutoMinorLocator()) # turn on minor ticks   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db57e471",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "a39b5fb6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x14ffe9b1cd0>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-10000,10000,1000)\n",
    "\n",
    "c1 = 5000; s1 = -10; i1 = 300\n",
    "c2 = -3; s2 = 10.5; i2 = 20\n",
    "\n",
    "\n",
    "y1 = s1*(x-c1)**2 + i1\n",
    "y2 = s2*(x-c2)**2 + i2\n",
    "\n",
    "y =  y1 + y2\n",
    "\n",
    "plt.scatter(x,y1,s=0.2,color='blue')\n",
    "plt.scatter(x,y2,s=0.2,color='blue')\n",
    "plt.scatter(x,y,s=0.2,color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "3d177f5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x14fffe81050>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-100,100,1000)\n",
    "\n",
    "c1 = 0.1; s1 = -1; i1 = 2\n",
    "c2 = -0.3; s2 = .5; i2 = -4\n",
    "c3 = 0.6; s3 = .01; i3 = -4\n",
    "# c4 = 0.6; s4 = .5; i4 = -4\n",
    "# c5 = 0.6; s5 = .5; i5 = -4\n",
    "\n",
    "y1 = s1*(x-c1) + i1\n",
    "y2 = s2*(x-c2)**2 + i2\n",
    "y3 = s3*(x-c3)**3 + i3\n",
    "y4 = s4*(x-c4)**4 + i4\n",
    "y5 = s5*(x-c5)**5 + i5\n",
    "\n",
    "y =  y1 + y2 + y3\n",
    "# y =  y1 + y2 + y3 + y4 + y5\n",
    "\n",
    "plt.scatter(x,y1,s=0.2,color='blue')\n",
    "plt.scatter(x,y2,s=0.2,color='blue')\n",
    "plt.scatter(x,y3,s=0.2,color='blue')\n",
    "# plt.scatter(x,y4,s=0.2,color='blue')\n",
    "# plt.scatter(x,y5,s=0.2,color='blue')\n",
    "plt.scatter(x,y,s=0.2,color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d0749aec",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "d7a2a454",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xd = [0,10,20,30,40]\n",
    "yd = [0.0,40.0,-10.0,5,20]\n",
    "\n",
    "\n",
    "x = np.linspace(-50,50,1000)\n",
    "\n",
    "c1 = 23.23333333507430000000\n",
    "c2 = -3.08500000029244000000\n",
    "c3 = 0.14091666668304000000\n",
    "c4 = -0.00265000000037374000\n",
    "c5 = 0.00001750000000297690\n",
    "\n",
    "y1 = c1*(x)\n",
    "y2 = c2*(x**2)\n",
    "y3 = c3*(x**3)\n",
    "y4 = c4*(x**4)\n",
    "y5 = c5*(x**5)\n",
    "\n",
    "y =  y1 + y2 + y3 + y4 + y5\n",
    "# y =  y1 + y2 + y3 + y4 + y5\n",
    "\n",
    "alpha = 0.6\n",
    "\n",
    "plt.subplot(131)\n",
    "plt.plot(x,y1,color=cmap(0.4),alpha=alpha,label=r'$X$',zorder=1)\n",
    "plt.plot(x,y2,color=cmap(0.5),alpha=alpha,label=r'$X^2$',zorder=1)\n",
    "plt.plot(x,y3,color=cmap(0.6),alpha=alpha,label=r'$X^3$',zorder=1)\n",
    "plt.plot(x,y4,color=cmap(0.7),alpha=alpha,label=r'$X^4$',zorder=1)\n",
    "plt.plot(x,y5,color=cmap(0.8),alpha=alpha,label=r'$X^5$',zorder=1)\n",
    "plt.plot(x,y,color='black',lw=3,zorder=10)\n",
    "plt.scatter(xd,yd,s=30,color='white',edgecolor='black',zorder=100,label='train')\n",
    "plt.ylim([-60,60]); plt.xlim([-50,50])\n",
    "add_grid(); plt.legend(loc='upper left')\n",
    "plt.ylabel('$y$'); plt.xlabel('$X$'); plt.title('Polynomial Model')\n",
    "\n",
    "plt.subplot(132)\n",
    "plt.plot(x,y1,color=cmap(0.4),alpha=alpha,label=r'$X$')\n",
    "plt.plot(x,y2,color=cmap(0.5),alpha=alpha,label=r'$X^2$')\n",
    "plt.plot(x,y3,color=cmap(0.6),alpha=alpha,label=r'$X^3$')\n",
    "plt.plot(x,y4,color=cmap(0.7),alpha=alpha,label=r'$X^4$')\n",
    "plt.plot(x,y5,color=cmap(0.8),alpha=alpha,label=r'$X^5$')\n",
    "plt.plot(x,y,color='black',lw=3)\n",
    "plt.scatter(xd,yd,s=30,color='white',edgecolor='black',zorder=100,label='train')\n",
    "plt.ylim([-600,600]); plt.xlim([-50,50])\n",
    "add_grid(); plt.legend(loc='upper left')\n",
    "plt.xlabel('$X$'); plt.title('Polynomial Model')\n",
    "\n",
    "plt.subplot(133)\n",
    "plt.plot(x,y1,color=cmap(0.4),alpha=alpha,label=r'$X$')\n",
    "plt.plot(x,y2,color=cmap(0.5),alpha=alpha,label=r'$X^2$')\n",
    "plt.plot(x,y3,color=cmap(0.6),alpha=alpha,label=r'$X^3$')\n",
    "plt.plot(x,y4,color=cmap(0.7),alpha=alpha,label=r'$X^4$')\n",
    "plt.plot(x,y5,color=cmap(0.8),alpha=alpha,label=r'$X^5$')\n",
    "plt.plot(x,y,color='black',lw=3)\n",
    "plt.scatter(xd,yd,s=30,color='white',edgecolor='black',zorder=100,label='train')\n",
    "plt.ylim([-60000,60000]); plt.xlim([-50,50])\n",
    "add_grid(); plt.legend(loc='upper left')\n",
    "plt.xlabel('$X$'); plt.title('Polynomial Model')\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.2, wspace=0.2, hspace=0.1); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "id": "c8c9fc2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Sensitivity to Polynomial Model Parameters, 1.0% Relative Error $\\\\sigma$')"
      ]
     },
     "execution_count": 167,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed=73073; std_err_fraction = 0.01; L = 100; alpha = 0.6\n",
    "xd = [0,10,20,30,40]\n",
    "yd = [0.0,40.0,-10.0,5,20]\n",
    "\n",
    "\n",
    "x = np.linspace(-50,50,1000)\n",
    "\n",
    "np.random.seed(seed=seed)\n",
    "\n",
    "plt.plot(x,y,color='black',lw=3,zorder=10,label='original')\n",
    "\n",
    "plt.subplot(111)\n",
    "for i in range(0,L):\n",
    "    c1 = 23.23333333507430000000\n",
    "    c1 = c1 + np.random.normal(loc = 0.0,scale = abs(c1)*std_err_fraction,size = 1)\n",
    "    c2 = -3.08500000029244000000\n",
    "    c2 = c2 + np.random.normal(loc = 0.0,scale = abs(c2)*std_err_fraction,size = 1)\n",
    "    c3 = 0.14091666668304000000\n",
    "    c3 = c3 + np.random.normal(loc = 0.0,scale = abs(c3)*std_err_fraction,size = 1)\n",
    "    c4 = -0.00265000000037374000\n",
    "    c4 = c4 + np.random.normal(loc = 0.0,scale = abs(c4)*std_err_fraction,size = 1)\n",
    "    c5 = 0.00001750000000297690\n",
    "    c5 = c5 + np.random.normal(loc = 0.0,scale = abs(c5)*std_err_fraction,size = 1)\n",
    "    \n",
    "    y1 = c1*(x)\n",
    "    y2 = c2*(x**2)\n",
    "    y3 = c3*(x**3)\n",
    "    y4 = c4*(x**4)\n",
    "    y5 = c5*(x**5)\n",
    "    \n",
    "    y_random =  y1 + y2 + y3 + y4 + y5\n",
    "    plt.plot(x,y_random,color='red',lw=3,zorder=1,alpha=0.2)\n",
    "    \n",
    "plt.scatter(xd,yd,s=30,color='white',edgecolor='black',zorder=100,label='train')\n",
    "plt.ylim([-60,60]); plt.xlim([-50,50])\n",
    "add_grid(); plt.legend(loc='upper left')\n",
    "plt.ylabel('$y$'); plt.xlabel('$X$'); plt.title('Sensitivity to Polynomial Model Parameters, ' + str(std_err_fraction*100) + '% Relative Error $\\sigma$' )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a958ecac",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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